Bibliographic record
Abstract
Abstract This research directs our attention to the dynamics surrounding the changing cultural understanding of the place we call home. Traditionally, the home is regarded as a place of singularization that is to be aligned with the homeowner’s unique identity. This traditional meaning has come to be confronted with a contradictory understanding of the home as a marketplace asset. Homeowners come to experience a market-reflected gaze that shuns singularization while driving homeowners to exhibit expertise in aligning their homes with marketplace standards. Professionalization of the home, through marketplace expertise and standardization, discourages personalization, leading to an experience of disorientation with the place of home. In this ethnography of the home renovation marketplace, we build on the concept of ‘dysplacement’ whereby this contradictory cultural understanding of the home disrupts the homeowner’s ability to achieve implacement. The concept of dysplacement and the corresponding place disorientation experience has the potential to enrich our theoretical understanding of place by integrating the cultural meaning of place as a domain with marketplace dynamics and individual consumer practices surrounding place.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.019 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".